OP-IMS @ DIACR-Ita: Back to the Roots: SGNS+OP+CD still rocks Semantic Change Detection

November 06, 2020 ยท Declared Dead ยท ๐Ÿ› International Workshop on Evaluation of Natural Language and Speech Tools for Italian

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Authors Jens Kaiser, Dominik Schlechtweg, Sabine Schulte im Walde arXiv ID 2011.03258 Category cs.CL: Computation & Language Citations 12 Venue International Workshop on Evaluation of Natural Language and Speech Tools for Italian Last Checked 5 months ago
Abstract
We present the results of our participation in the DIACR-Ita shared task on lexical semantic change detection for Italian. We exploit one of the earliest and most influential semantic change detection models based on Skip-Gram with Negative Sampling, Orthogonal Procrustes alignment and Cosine Distance and obtain the winning submission of the shared task with near to perfect accuracy .94. Our results once more indicate that, within the present task setup in lexical semantic change detection, the traditional type-based approaches yield excellent performance.
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